Day 7 Summary Report

Dataset statistics

Number of variables	20
Number of observations	295700
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.1 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Alerts

`CO (ppm)` is highly overall correlated with `Time (s)` and 9 other fields	High correlation
`Heater voltage (V)` is highly overall correlated with `R4 (MOhm)` and 8 other fields	High correlation
`R1 (MOhm)` is highly overall correlated with `R2 (MOhm)` and 7 other fields	High correlation
`R2 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 5 other fields	High correlation
`R3 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 10 other fields	High correlation
`R4 (MOhm)` is highly overall correlated with `Humidity (%r.h.)` and 14 other fields	High correlation
`R5 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 12 other fields	High correlation
`R6 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 8 other fields	High correlation
`R7 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R8 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R9 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R10 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R11 (MOhm)` is highly overall correlated with `CO (ppm)` and 10 other fields	High correlation
`R12 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R13 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R14 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`Time (s)` is highly overall correlated with `CO (ppm)` and 2 other fields	High correlation
`Humidity (%r.h.)` is highly overall correlated with `Time (s)` and 3 other fields	High correlation
`Temperature (C)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Flow rate (mL/min)` is highly skewed (γ1 = -101.4667999)	Skewed
`Time (s)` is uniformly distributed	Uniform
`Time (s)` has unique values	Unique
`CO (ppm)` has 32193 (10.9%) zeros	Zeros

Reproduction

Analysis started	2022-12-20 08:35:12.471267
Analysis finished	2022-12-20 08:37:13.912969
Duration	2 minutes and 1.44 second
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Time (s)
Real number (ℝ)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	295700
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45455.048

Minimum	0
Maximum	90909.553
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	4539.0945
Q1	22731.503
median	45462.693
Q3	68176.642
95-th percentile	86366.981
Maximum	90909.553
Range	90909.553
Interquartile range (IQR)	45445.14

Descriptive statistics

Standard deviation	26243.232
Coefficient of variation (CV)	0.57734473
Kurtosis	-1.1996775
Mean	45455.048
Median Absolute Deviation (MAD)	22722.643
Skewness	-0.00024555779
Sum	1.3441058 × 10¹⁰
Variance	6.8870723 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
60635.184	1	< 0.1%
60606.754	1	< 0.1%
60606.449	1	< 0.1%
60606.143	1	< 0.1%
60605.838	1	< 0.1%
60605.533	1	< 0.1%
60605.229	1	< 0.1%
60604.924	1	< 0.1%
60604.62	1	< 0.1%
Other values (295690)	295690	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.309	1	< 0.1%
0.618	1	< 0.1%
0.929	1	< 0.1%
1.238	1	< 0.1%
1.544	1	< 0.1%
1.855	1	< 0.1%
2.162	1	< 0.1%
2.471	1	< 0.1%
2.78	1	< 0.1%

Value	Count	Frequency (%)
90909.553	1	< 0.1%
90909.248	1	< 0.1%
90908.943	1	< 0.1%
90908.638	1	< 0.1%
90908.334	1	< 0.1%
90908.029	1	< 0.1%
90907.724	1	< 0.1%
90907.419	1	< 0.1%
90907.115	1	< 0.1%
90906.81	1	< 0.1%

CO (ppm)
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	304
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8987927

Minimum	0
Maximum	20
Zeros	32193
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.44
median	8.89
Q3	15.56
95-th percentile	20
Maximum	20
Range	20
Interquartile range (IQR)	11.12

Descriptive statistics

Standard deviation	6.4278612
Coefficient of variation (CV)	0.6493581
Kurtosis	-1.2332645
Mean	9.8987927
Median Absolute Deviation (MAD)	6.67
Skewness	0.0095939827
Sum	2927073
Variance	41.3174
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32193	10.9%
17.78	29272	9.9%
6.67	29268	9.9%
8.89	29262	9.9%
4.44	29253	9.9%
11.11	29249	9.9%
20	29247	9.9%
2.22	29244	9.9%
13.33	29231	9.9%
15.56	29187	9.9%
Other values (294)	294	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32193	10.9%
0.0533	1	< 0.1%
0.2134	1	< 0.1%
0.32	1	< 0.1%
0.3555	1	< 0.1%
0.4174	1	< 0.1%
0.4356	1	< 0.1%
0.5528	1	< 0.1%
0.8125	1	< 0.1%
0.9502	1	< 0.1%

Value	Count	Frequency (%)
20	29247	9.9%
19.9023	1	< 0.1%
19.4666	1	< 0.1%
19.4184	1	< 0.1%
18.82	1	< 0.1%
18.7701	1	< 0.1%
18.739	1	< 0.1%
18.5481	1	< 0.1%
18.4937	1	< 0.1%
18.0575	1	< 0.1%

Humidity (%r.h.)
Real number (ℝ)

Distinct	17886
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.375461

Minimum	16.38
Maximum	72.88
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	16.38
5-th percentile	23.07
Q1	36.128975
median	46.61
Q3	55.27
95-th percentile	64.69
Maximum	72.88
Range	56.5
Interquartile range (IQR)	19.141025

Descriptive statistics

Standard deviation	12.435753
Coefficient of variation (CV)	0.27406339
Kurtosis	-0.73687925
Mean	45.375461
Median Absolute Deviation (MAD)	9.42
Skewness	-0.15840268
Sum	13417524
Variance	154.64795
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.98	5653	1.9%
37.2	2988	1.0%
30.76	2936	1.0%
36.13	2824	1.0%
32.92	2143	0.7%
50.74	2136	0.7%
48.72	2015	0.7%
28.58	2014	0.7%
38.26	1991	0.7%
31.84	1991	0.7%
Other values (17876)	269009	91.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.38	449	0.2%
16.3801	1	< 0.1%
16.3803	1	< 0.1%
16.3805	1	< 0.1%
16.4102	1	< 0.1%
16.4265	1	< 0.1%
16.4656	1	< 0.1%
16.4998	1	< 0.1%
16.581	1	< 0.1%
16.5973	1	< 0.1%

Value	Count	Frequency (%)
72.88	14	< 0.1%
72.8774	1	< 0.1%
72.8769	1	< 0.1%
72.8743	1	< 0.1%
72.8739	1	< 0.1%
72.8713	1	< 0.1%
72.8708	1	< 0.1%
72.87	146	< 0.1%
72.8699	1	< 0.1%
72.8697	1	< 0.1%

Temperature (C)
Real number (ℝ)

Distinct	4676
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.302234

Minimum	25.98
Maximum	26.62
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	25.98
5-th percentile	26.06
Q1	26.14
median	26.34
Q3	26.42
95-th percentile	26.54
Maximum	26.62
Range	0.64
Interquartile range (IQR)	0.28

Descriptive statistics

Standard deviation	0.15777888
Coefficient of variation (CV)	0.0059986875
Kurtosis	-1.2213779
Mean	26.302234
Median Absolute Deviation (MAD)	0.12
Skewness	-0.16978225
Sum	7777570.5
Variance	0.024894175
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.38	34322	11.6%
26.42	32032	10.8%
26.46	28495	9.6%
26.06	27287	9.2%
26.14	26592	9.0%
26.5	21082	7.1%
26.22	20694	7.0%
26.26	17091	5.8%
26.18	15061	5.1%
26.3	13176	4.5%
Other values (4666)	59868	20.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.98	120	< 0.1%
25.981	1	< 0.1%
25.9819	1	< 0.1%
25.9828	2	< 0.1%
25.9838	1	< 0.1%
25.9844	1	< 0.1%
25.9848	1	< 0.1%
25.9853	1	< 0.1%
25.9865	1	< 0.1%
25.9876	1	< 0.1%

Value	Count	Frequency (%)
26.62	944	0.3%
26.6193	1	< 0.1%
26.6188	2	< 0.1%
26.6185	1	< 0.1%
26.6184	1	< 0.1%
26.618	1	< 0.1%
26.6177	1	< 0.1%
26.6174	2	< 0.1%
26.6168	1	< 0.1%
26.6162	1	< 0.1%

Flow rate (mL/min)
Real number (ℝ)

Distinct	11494
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	239.94349

Minimum	0
Maximum	275.6979
Zeros	8
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	239.7509
Q1	239.8949
median	239.972
Q3	240.0452
95-th percentile	240.1841
Maximum	275.6979
Range	275.6979
Interquartile range (IQR)	0.1503

Descriptive statistics

Standard deviation	1.8911779
Coefficient of variation (CV)	0.0078817639
Kurtosis	11906.441
Mean	239.94349
Median Absolute Deviation (MAD)	0.075
Skewness	-101.4668
Sum	70951289
Variance	3.576554
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
239.9686	152	0.1%
239.9683	143	< 0.1%
239.9583	137	< 0.1%
239.9826	135	< 0.1%
239.9625	135	< 0.1%
239.9821	135	< 0.1%
239.988	134	< 0.1%
239.968	134	< 0.1%
239.9543	131	< 0.1%
239.9714	131	< 0.1%
Other values (11484)	294333	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	< 0.1%
0.0547	1	< 0.1%
0.2009	1	< 0.1%
0.3482	1	< 0.1%
7.659	1	< 0.1%
25.7557	1	< 0.1%
52.0372	1	< 0.1%
80.6487	1	< 0.1%
98.3478	1	< 0.1%
117.6403	1	< 0.1%

Value	Count	Frequency (%)
275.6979	1	< 0.1%
264.9723	1	< 0.1%
264.4917	1	< 0.1%
262.3809	1	< 0.1%
259.7318	1	< 0.1%
257.6768	1	< 0.1%
257.4872	1	< 0.1%
257.2554	1	< 0.1%
255.8208	1	< 0.1%
255.5321	1	< 0.1%

Heater voltage (V)
Real number (ℝ)

Distinct	1691
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35486081

Minimum	0.198
Maximum	0.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.198
5-th percentile	0.1991
Q1	0.2
median	0.2
Q3	0.2069
95-th percentile	0.898
Maximum	0.9
Range	0.702
Interquartile range (IQR)	0.0069

Descriptive statistics

Standard deviation	0.28836526
Coefficient of variation (CV)	0.81261513
Kurtosis	-0.20622885
Mean	0.35486081
Median Absolute Deviation (MAD)	0.0003
Skewness	1.3370146
Sum	104932.34
Variance	0.083154525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	129116	43.7%
0.898	34041	11.5%
0.199	12519	4.2%
0.1996	6231	2.1%
0.1999	6205	2.1%
0.1994	6173	2.1%
0.1992	6168	2.1%
0.1997	6164	2.1%
0.1998	6116	2.1%
0.1993	6094	2.1%
Other values (1681)	76873	26.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.198	2	< 0.1%
0.1981	5	< 0.1%
0.1982	6	< 0.1%
0.1983	4	< 0.1%
0.1984	5	< 0.1%
0.1985	6	< 0.1%
0.1986	4	< 0.1%
0.1987	3	< 0.1%
0.1988	2	< 0.1%
0.1989	2	< 0.1%

Value	Count	Frequency (%)
0.9	1	< 0.1%
0.8998	1	< 0.1%
0.8995	1	< 0.1%
0.8992	2	< 0.1%
0.899	1608	0.5%
0.8989	1036	0.4%
0.8988	1018	0.3%
0.8987	1033	0.3%
0.8986	987	0.3%
0.8985	1023	0.3%

R1 (MOhm)
Real number (ℝ)

Distinct	8490
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.961474

Minimum	0.0327
Maximum	114.818
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0327
5-th percentile	0.0786
Q1	0.4175
median	1.88
Q3	27.9071
95-th percentile	68.5571
Maximum	114.818
Range	114.7853
Interquartile range (IQR)	27.4896

Descriptive statistics

Standard deviation	23.365373
Coefficient of variation (CV)	1.4638606
Kurtosis	0.89269387
Mean	15.961474
Median Absolute Deviation (MAD)	1.7981
Skewness	1.4323171
Sum	4719807.9
Variance	545.94068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72.5638	738	0.2%
70.7619	725	0.2%
68.5571	712	0.2%
71.9176	711	0.2%
69.6423	704	0.2%
73.1111	703	0.2%
71.3877	687	0.2%
69.1448	683	0.2%
68.0747	663	0.2%
67.5047	662	0.2%
Other values (8480)	288712	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0327	1	< 0.1%
0.0331	1	< 0.1%
0.0332	1	< 0.1%
0.0333	2	< 0.1%
0.0335	3	< 0.1%
0.0336	1	< 0.1%
0.0339	2	< 0.1%
0.034	1	< 0.1%
0.0341	1	< 0.1%
0.0342	1	< 0.1%

Value	Count	Frequency (%)
114.818	4	< 0.1%
113.4868	4	< 0.1%
111.9292	4	< 0.1%
110.6632	7	< 0.1%
109.181	13	< 0.1%
107.9756	12	< 0.1%
106.5634	21	< 0.1%
105.4143	41	< 0.1%
104.0673	40	< 0.1%
102.9706	47	< 0.1%

R2 (MOhm)
Real number (ℝ)

Distinct	8241
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.973945

Minimum	0.0557
Maximum	183.4484
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0557
5-th percentile	0.14
Q1	0.4901
median	1.4441
Q3	31.0916
95-th percentile	77.677
Maximum	183.4484
Range	183.3927
Interquartile range (IQR)	30.6015

Descriptive statistics

Standard deviation	27.113505
Coefficient of variation (CV)	1.5084894
Kurtosis	0.3970459
Mean	17.973945
Median Absolute Deviation (MAD)	1.3022
Skewness	1.3552247
Sum	5314895.5
Variance	735.14214
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80.5097	1111	0.4%
76.9383	1085	0.4%
79.7171	1072	0.4%
77.677	1042	0.4%
79.0683	1027	0.3%
78.3034	1023	0.3%
81.1822	1014	0.3%
82.004	999	0.3%
75.6194	958	0.3%
75.0345	955	0.3%
Other values (8231)	285414	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0557	1	< 0.1%
0.0569	1	< 0.1%
0.057	1	< 0.1%
0.0577	2	< 0.1%
0.0582	1	< 0.1%
0.0592	1	< 0.1%
0.0594	1	< 0.1%
0.0597	2	< 0.1%
0.0598	1	< 0.1%
0.0601	1	< 0.1%

Value	Count	Frequency (%)
183.4484	1	< 0.1%
135.8172	1	< 0.1%
131.804	1	< 0.1%
122.8846	1	< 0.1%
121.0628	1	< 0.1%
117.8584	2	< 0.1%
116.4568	1	< 0.1%
114.818	3	< 0.1%
113.4868	7	< 0.1%
111.9292	5	< 0.1%

R3 (MOhm)
Real number (ℝ)

Distinct	8232
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.518973

Minimum	0.0539
Maximum	159.2042
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0539
5-th percentile	0.1119
Q1	0.5949
median	4.3326
Q3	45.8407
95-th percentile	81.51
Maximum	159.2042
Range	159.1503
Interquartile range (IQR)	45.2458

Descriptive statistics

Standard deviation	28.782574
Coefficient of variation (CV)	1.2781477
Kurtosis	-0.37543089
Mean	22.518973
Median Absolute Deviation (MAD)	4.2188
Skewness	1.0261989
Sum	6658860.2
Variance	828.43654
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83.0507	1139	0.4%
80.6932	1137	0.4%
84.6501	1137	0.4%
83.7703	1122	0.4%
82.2033	1119	0.4%
81.51	1111	0.4%
85.3974	1063	0.4%
80.0247	1049	0.4%
79.2369	1015	0.3%
78.592	993	0.3%
Other values (8222)	284815	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0539	1	< 0.1%
0.0542	1	< 0.1%
0.0546	1	< 0.1%
0.0558	1	< 0.1%
0.0566	1	< 0.1%
0.0567	1	< 0.1%
0.0568	2	< 0.1%
0.057	4	< 0.1%
0.0573	1	< 0.1%
0.0574	3	< 0.1%

Value	Count	Frequency (%)
159.2042	1	< 0.1%
153.6975	1	< 0.1%
131.01	1	< 0.1%
123.6951	1	< 0.1%
118.8647	1	< 0.1%
114.1263	2	< 0.1%
112.8031	5	< 0.1%
111.2549	8	< 0.1%
109.9965	18	< 0.1%
108.5233	36	< 0.1%

R4 (MOhm)
Real number (ℝ)

Distinct	7612
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.196563

Minimum	0.0402
Maximum	101.6954
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0402
5-th percentile	0.1018
Q1	2.0355
median	21.5249
Q3	34.1241
95-th percentile	51.1162
Maximum	101.6954
Range	101.6552
Interquartile range (IQR)	32.0886

Descriptive statistics

Standard deviation	17.560505
Coefficient of variation (CV)	0.82846002
Kurtosis	-0.81367532
Mean	21.196563
Median Absolute Deviation (MAD)	15.5082
Skewness	0.3632294
Sum	6267823.7
Variance	308.37134
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32.898	970	0.3%
32.447	969	0.3%
33.8093	966	0.3%
34.4447	963	0.3%
36.1399	959	0.3%
32.6048	959	0.3%
35.7879	952	0.3%
33.033	950	0.3%
34.9216	950	0.3%
33.3338	949	0.3%
Other values (7602)	286113	96.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0402	1	< 0.1%
0.0404	2	< 0.1%
0.0411	2	< 0.1%
0.0413	1	< 0.1%
0.0415	2	< 0.1%
0.042	2	< 0.1%
0.0422	1	< 0.1%
0.0423	1	< 0.1%
0.0424	1	< 0.1%
0.0425	1	< 0.1%

Value	Count	Frequency (%)
101.6954	1	< 0.1%
94.1082	1	< 0.1%
83.6839	1	< 0.1%
82.6836	3	< 0.1%
81.8678	2	< 0.1%
80.9098	2	< 0.1%
80.1281	5	< 0.1%
79.2097	11	< 0.1%
78.4601	13	< 0.1%
77.5789	24	< 0.1%

R5 (MOhm)
Real number (ℝ)

Distinct	7891
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.0338

Minimum	0.049
Maximum	169.2115
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.049
5-th percentile	0.115
Q1	1.8241
median	33.3292
Q3	52.3895
95-th percentile	79.5571
Maximum	169.2115
Range	169.1625
Interquartile range (IQR)	50.5654

Descriptive statistics

Standard deviation	27.46547
Coefficient of variation (CV)	0.85739031
Kurtosis	-0.98609427
Mean	32.0338
Median Absolute Deviation (MAD)	25.4339
Skewness	0.34436088
Sum	9472394.7
Variance	754.35204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48.0682	1342	0.5%
48.3116	1328	0.4%
48.8555	1310	0.4%
49.9804	1308	0.4%
49.7203	1296	0.4%
52.1043	1287	0.4%
46.5203	1286	0.4%
47.0253	1272	0.4%
48.6068	1268	0.4%
49.4117	1267	0.4%
Other values (7881)	282736	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.049	1	< 0.1%
0.0494	1	< 0.1%
0.0496	1	< 0.1%
0.05	1	< 0.1%
0.0501	1	< 0.1%
0.0502	1	< 0.1%
0.0505	2	< 0.1%
0.0507	3	< 0.1%
0.051	1	< 0.1%
0.0511	1	< 0.1%

Value	Count	Frequency (%)
169.2115	1	< 0.1%
129.7955	1	< 0.1%
127.7625	1	< 0.1%
124.1949	4	< 0.1%
122.6378	4	< 0.1%
120.8197	5	< 0.1%
119.345	7	< 0.1%
117.6218	13	< 0.1%
116.223	16	< 0.1%
114.5874	27	< 0.1%

R6 (MOhm)
Real number (ℝ)

Distinct	7893
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.92007

Minimum	0.048
Maximum	191.4518
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.048
5-th percentile	0.124
Q1	1.5669
median	23.2627
Q3	49.8802
95-th percentile	78.4368
Maximum	191.4518
Range	191.4038
Interquartile range (IQR)	48.3133

Descriptive statistics

Standard deviation	27.309899
Coefficient of variation (CV)	0.94432342
Kurtosis	-0.8828047
Mean	28.92007
Median Absolute Deviation (MAD)	23.12
Skewness	0.54720401
Sum	8551664.6
Variance	745.83059
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48.1206	1169	0.4%
79.1164	1154	0.4%
80.6531	1127	0.4%
48.6935	1127	0.4%
77.6364	1126	0.4%
49.2798	1121	0.4%
50.2138	1121	0.4%
49.0116	1118	0.4%
46.4788	1118	0.4%
79.9474	1111	0.4%
Other values (7883)	284408	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.048	1	< 0.1%
0.0483	1	< 0.1%
0.0484	1	< 0.1%
0.0486	1	< 0.1%
0.0487	1	< 0.1%
0.0491	1	< 0.1%
0.0492	1	< 0.1%
0.0504	1	< 0.1%
0.0509	3	< 0.1%
0.0511	1	< 0.1%

Value	Count	Frequency (%)
191.4518	1	< 0.1%
168.4491	1	< 0.1%
129.6516	1	< 0.1%
123.7317	1	< 0.1%
120.179	1	< 0.1%
118.6302	1	< 0.1%
116.8232	3	< 0.1%
115.3585	4	< 0.1%
113.6483	4	< 0.1%
112.2611	16	< 0.1%

R7 (MOhm)
Real number (ℝ)

Distinct	7777
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.181926

Minimum	0.0529
Maximum	138.9553
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0529
5-th percentile	0.1222
Q1	1.9287
median	32.3678
Q3	53.0601
95-th percentile	80.5302
Maximum	138.9553
Range	138.9024
Interquartile range (IQR)	51.1314

Descriptive statistics

Standard deviation	27.803348
Coefficient of variation (CV)	0.86394295
Kurtosis	-1.0446345
Mean	32.181926
Median Absolute Deviation (MAD)	26.0192
Skewness	0.34968294
Sum	9516195.5
Variance	773.02616
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51.4536	1321	0.4%
50.8483	1302	0.4%
48.8606	1299	0.4%
49.6787	1299	0.4%
49.1134	1296	0.4%
52.4174	1294	0.4%
49.4202	1294	0.4%
49.9924	1286	0.4%
51.7898	1285	0.4%
50.2568	1282	0.4%
Other values (7767)	282742	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0529	1	< 0.1%
0.0533	2	< 0.1%
0.0534	1	< 0.1%
0.0539	1	< 0.1%
0.0543	1	< 0.1%
0.0545	4	< 0.1%
0.0547	1	< 0.1%
0.0551	1	< 0.1%
0.0552	3	< 0.1%
0.0553	1	< 0.1%

Value	Count	Frequency (%)
138.9553	1	< 0.1%
132.8873	1	< 0.1%
116.9118	2	< 0.1%
115.5214	4	< 0.1%
113.8957	3	< 0.1%
112.5752	15	< 0.1%
111.0301	23	< 0.1%
109.7743	34	< 0.1%
108.304	63	< 0.1%
107.1083	72	< 0.1%

R8 (MOhm)
Real number (ℝ)

Distinct	6234
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.786405

Minimum	0.0326
Maximum	96.8414
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0326
5-th percentile	0.0996
Q1	12.1976
median	27.8405
Q3	41.9221
95-th percentile	62.5385
Maximum	96.8414
Range	96.8088
Interquartile range (IQR)	29.7245

Descriptive statistics

Standard deviation	20.250031
Coefficient of variation (CV)	0.72877478
Kurtosis	-0.80269392
Mean	27.786405
Median Absolute Deviation (MAD)	14.2831
Skewness	0.15846042
Sum	8216440
Variance	410.06377
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1002	1044	0.4%
47.6519	1021	0.3%
54.8097	1005	0.3%
49.7495	1005	0.3%
46.2986	1003	0.3%
53.3555	1001	0.3%
0.1005	997	0.3%
48.5445	996	0.3%
39.4289	995	0.3%
51.0146	992	0.3%
Other values (6224)	285641	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0326	1	< 0.1%
0.0333	1	< 0.1%
0.0334	1	< 0.1%
0.0335	2	< 0.1%
0.0337	1	< 0.1%
0.0338	2	< 0.1%
0.0339	2	< 0.1%
0.0342	1	< 0.1%
0.0343	1	< 0.1%
0.0344	1	< 0.1%

Value	Count	Frequency (%)
96.8414	1	< 0.1%
95.604	1	< 0.1%
91.3229	1	< 0.1%
90.4024	1	< 0.1%
89.3217	5	< 0.1%
88.4405	8	< 0.1%
87.4055	12	< 0.1%
86.5611	14	< 0.1%
85.5689	18	< 0.1%
84.7592	25	< 0.1%

R9 (MOhm)
Real number (ℝ)

Distinct	6164
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.798559

Minimum	0.0289
Maximum	78.6328
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0289
5-th percentile	0.0967
Q1	8.4052
median	22.2411
Q3	36.6026
95-th percentile	58.3888
Maximum	78.6328
Range	78.6039
Interquartile range (IQR)	28.1974

Descriptive statistics

Standard deviation	18.664601
Coefficient of variation (CV)	0.78427443
Kurtosis	-0.69687447
Mean	23.798559
Median Absolute Deviation (MAD)	14.3442
Skewness	0.39605016
Sum	7037233.9
Variance	348.36734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0972	3163	1.1%
0.0973	3101	1.0%
0.0971	3066	1.0%
0.0975	2953	1.0%
0.097	2914	1.0%
0.0968	2771	0.9%
0.0976	2623	0.9%
0.0967	2443	0.8%
0.0977	2344	0.8%
0.0966	2285	0.8%
Other values (6154)	268037	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0289	1	< 0.1%
0.0291	1	< 0.1%
0.0294	1	< 0.1%
0.0297	3	< 0.1%
0.0298	1	< 0.1%
0.0299	5	< 0.1%
0.03	3	< 0.1%
0.0301	2	< 0.1%
0.0302	3	< 0.1%
0.0303	5	< 0.1%

Value	Count	Frequency (%)
78.6328	7	< 0.1%
77.9697	6	< 0.1%
77.1883	3	< 0.1%
76.5489	10	< 0.1%
75.7953	9	< 0.1%
75.1784	18	< 0.1%
74.4511	23	< 0.1%
73.8555	26	< 0.1%
73.1532	51	< 0.1%
72.5778	71	< 0.1%

R10 (MOhm)
Real number (ℝ)

Distinct	6449
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.057525

Minimum	0.0369
Maximum	103.4404
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0369
5-th percentile	0.118
Q1	7.785
median	24.0606
Q3	40.4326
95-th percentile	63.7159
Maximum	103.4404
Range	103.4035
Interquartile range (IQR)	32.6476

Descriptive statistics

Standard deviation	20.754063
Coefficient of variation (CV)	0.79647098
Kurtosis	-0.74889733
Mean	26.057525
Median Absolute Deviation (MAD)	16.372
Skewness	0.40517955
Sum	7705210.3
Variance	430.73113
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1199	2011	0.7%
0.1198	1975	0.7%
0.1197	1910	0.6%
0.1201	1852	0.6%
0.1195	1834	0.6%
0.1194	1769	0.6%
0.1202	1739	0.6%
0.1204	1724	0.6%
0.1193	1644	0.6%
0.1191	1479	0.5%
Other values (6439)	277763	93.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0369	1	< 0.1%
0.0377	1	< 0.1%
0.0378	2	< 0.1%
0.038	1	< 0.1%
0.0381	1	< 0.1%
0.0383	2	< 0.1%
0.0385	2	< 0.1%
0.0386	1	< 0.1%
0.0388	2	< 0.1%
0.039	3	< 0.1%

Value	Count	Frequency (%)
103.4404	1	< 0.1%
102.3503	1	< 0.1%
100.0304	1	< 0.1%
93.6563	1	< 0.1%
90.6767	2	< 0.1%
89.8357	6	< 0.1%
88.8467	3	< 0.1%
88.0388	8	< 0.1%
87.0883	14	< 0.1%
86.3116	17	< 0.1%

R11 (MOhm)
Real number (ℝ)

Distinct	6202
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.985805

Minimum	0.0311
Maximum	103.7538
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0311
5-th percentile	0.108
Q1	10.6647
median	27.7396
Q3	42.7901
95-th percentile	63.909
Maximum	103.7538
Range	103.7227
Interquartile range (IQR)	32.1254

Descriptive statistics

Standard deviation	20.773679
Coefficient of variation (CV)	0.74229341
Kurtosis	-0.84000706
Mean	27.985805
Median Absolute Deviation (MAD)	15.2444
Skewness	0.19922163
Sum	8275402.5
Variance	431.54573
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1085	2980	1.0%
0.1086	2884	1.0%
0.1084	2862	1.0%
0.1088	2862	1.0%
0.1082	2564	0.9%
0.1089	2421	0.8%
0.1081	2307	0.8%
0.108	2038	0.7%
0.109	1910	0.6%
0.1078	1751	0.6%
Other values (6192)	271121	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0311	1	< 0.1%
0.0312	1	< 0.1%
0.0316	2	< 0.1%
0.0317	1	< 0.1%
0.0319	1	< 0.1%
0.032	1	< 0.1%
0.0321	1	< 0.1%
0.0323	1	< 0.1%
0.0324	1	< 0.1%
0.0325	2	< 0.1%

Value	Count	Frequency (%)
103.7538	1	< 0.1%
98.1088	1	< 0.1%
90.1079	1	< 0.1%
88.3056	2	< 0.1%
87.3522	15	< 0.1%
86.5731	18	< 0.1%
85.6562	17	< 0.1%
84.9067	23	< 0.1%
84.0241	32	< 0.1%
83.3024	44	< 0.1%

R12 (MOhm)
Real number (ℝ)

Distinct	6270
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.020332

Minimum	0.033
Maximum	109.0714
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.033
5-th percentile	0.1075
Q1	9.8698
median	26.4004
Q3	39.8842
95-th percentile	56.5195
Maximum	109.0714
Range	109.0384
Interquartile range (IQR)	30.0144

Descriptive statistics

Standard deviation	18.984548
Coefficient of variation (CV)	0.72960437
Kurtosis	-0.82243287
Mean	26.020332
Median Absolute Deviation (MAD)	14.2364
Skewness	0.13501527
Sum	7694212.1
Variance	360.41305
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1088	1321	0.4%
0.1086	1284	0.4%
0.1087	1276	0.4%
0.109	1263	0.4%
0.1091	1228	0.4%
0.1093	1166	0.4%
0.1094	1158	0.4%
0.1084	1155	0.4%
0.1082	1089	0.4%
0.1096	1087	0.4%
Other values (6260)	283673	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.033	1	< 0.1%
0.0335	1	< 0.1%
0.0336	1	< 0.1%
0.0337	1	< 0.1%
0.0338	1	< 0.1%
0.034	1	< 0.1%
0.0341	3	< 0.1%
0.0342	1	< 0.1%
0.0343	2	< 0.1%
0.0344	2	< 0.1%

Value	Count	Frequency (%)
109.0714	1	< 0.1%
86.7475	3	< 0.1%
85.8287	4	< 0.1%
85.0777	8	< 0.1%
84.1934	14	< 0.1%
83.4702	30	< 0.1%
82.6184	30	< 0.1%
81.9217	37	< 0.1%
81.1007	46	< 0.1%
80.4289	49	< 0.1%

R13 (MOhm)
Real number (ℝ)

Distinct	6350
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.849304

Minimum	0.0337
Maximum	84.1371
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0337
5-th percentile	0.1011
Q1	7.9033
median	21.9959
Q3	35.06
95-th percentile	53.501
Maximum	84.1371
Range	84.1034
Interquartile range (IQR)	27.1567

Descriptive statistics

Standard deviation	17.485115
Coefficient of variation (CV)	0.76523621
Kurtosis	-0.71170166
Mean	22.849304
Median Absolute Deviation (MAD)	13.3569
Skewness	0.3173942
Sum	6756539.1
Variance	305.72923
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.103	1245	0.4%
0.1027	1237	0.4%
0.1029	1194	0.4%
0.1026	1169	0.4%
0.1032	1156	0.4%
0.1031	1131	0.4%
0.1034	1121	0.4%
0.1025	1114	0.4%
0.1023	1082	0.4%
0.1039	1075	0.4%
Other values (6340)	284176	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0337	1	< 0.1%
0.0342	1	< 0.1%
0.0343	1	< 0.1%
0.0344	1	< 0.1%
0.0345	1	< 0.1%
0.0346	1	< 0.1%
0.0348	2	< 0.1%
0.0349	2	< 0.1%
0.035	1	< 0.1%
0.0351	1	< 0.1%

Value	Count	Frequency (%)
84.1371	1	< 0.1%
76.0113	3	< 0.1%
75.4135	4	< 0.1%
74.7083	14	< 0.1%
74.1305	2	< 0.1%
73.4487	16	< 0.1%
72.8899	12	< 0.1%
72.2303	28	< 0.1%
71.6896	35	< 0.1%
71.0511	45	< 0.1%

R14 (MOhm)
Real number (ℝ)

Distinct	6197
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.909811

Minimum	0.032
Maximum	99.8467
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.032
5-th percentile	0.107
Q1	9.7787
median	27.3206
Q3	45.0239
95-th percentile	68.3837
Maximum	99.8467
Range	99.8147
Interquartile range (IQR)	35.2452

Descriptive statistics

Standard deviation	22.307585
Coefficient of variation (CV)	0.77162682
Kurtosis	-0.90850806
Mean	28.909811
Median Absolute Deviation (MAD)	17.5796
Skewness	0.29125727
Sum	8548631.1
Variance	497.62837
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1077	2665	0.9%
0.1075	2660	0.9%
0.1078	2631	0.9%
0.1079	2551	0.9%
0.1074	2502	0.8%
0.108	2493	0.8%
0.1082	2471	0.8%
0.1072	2395	0.8%
0.1071	2047	0.7%
0.1083	1991	0.7%
Other values (6187)	271294	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.032	1	< 0.1%
0.0321	1	< 0.1%
0.0322	1	< 0.1%
0.0326	3	< 0.1%
0.0327	2	< 0.1%
0.0328	1	< 0.1%
0.0329	4	< 0.1%
0.0332	3	< 0.1%
0.0333	5	< 0.1%
0.0334	3	< 0.1%

Value	Count	Frequency (%)
99.8467	1	< 0.1%
91.4606	1	< 0.1%
89.5776	1	< 0.1%
86.9716	2	< 0.1%
86.0327	5	< 0.1%
85.2654	2	< 0.1%
84.3623	9	< 0.1%
83.6241	10	< 0.1%
82.7549	29	< 0.1%
82.0441	59	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
0	0.000	49.75	26.62	243.4281	0.1996	0.4726	0.5464	0.7433	5.1237	6.2256	3.3753	5.1647	41.9221	37.6116	46.0632	50.2454	40.4633	35.3528	51.2656
1	0.309	49.75	26.62	242.1058	0.2000	0.4652	0.5408	0.7291	4.8246	5.7661	3.1974	4.8375	44.2479	36.2778	43.5244	46.7015	41.2376	36.0921	51.5462
2	0.618	49.75	26.62	241.7649	0.1992	0.4586	0.5356	0.7164	4.5693	5.3983	3.0349	4.5027	43.2879	36.1321	45.3583	51.1056	31.9957	35.1925	22.4640
3	0.929	49.75	26.62	241.4219	0.2000	0.0739	0.1699	0.1282	0.1676	0.1650	0.1673	0.1381	0.5608	0.2480	0.3353	0.1848	0.1694	0.1434	0.1404
4	1.238	49.75	26.62	241.0920	0.8712	0.0627	0.1507	0.1060	0.1065	0.1105	0.1357	0.1145	0.1235	0.1081	0.1337	0.1206	0.1223	0.1096	0.1139
5	1.544	49.75	26.62	241.1269	0.8893	0.0699	0.1447	0.1052	0.1016	0.1074	0.1290	0.1159	0.1098	0.1013	0.1228	0.1143	0.1166	0.1066	0.1110
6	1.855	49.75	26.62	241.1623	0.8945	0.0755	0.1410	0.1072	0.1003	0.1089	0.1260	0.1179	0.1078	0.1001	0.1212	0.1128	0.1153	0.1064	0.1103
7	2.162	49.75	26.62	241.1973	0.8970	0.0793	0.1396	0.1100	0.1006	0.1112	0.1249	0.1201	0.1076	0.0998	0.1210	0.1123	0.1149	0.1067	0.1100
8	2.471	49.75	26.62	241.2400	0.8972	0.0820	0.1399	0.1130	0.1014	0.1135	0.1249	0.1223	0.1075	0.0996	0.1213	0.1117	0.1149	0.1068	0.1100
9	2.780	49.75	26.62	241.2848	0.8980	0.0843	0.1407	0.1160	0.1025	0.1155	0.1255	0.1245	0.1076	0.0994	0.1213	0.1116	0.1148	0.1072	0.1099

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
295690	90906.810	62.78	26.5	0.2009	0.2140	0.7717	1.9802	3.2957	2.2565	3.2564	3.6900	5.0615	7.3911	7.1167	8.7984	13.3484	17.7999	18.3632	24.7048
295691	90907.115	62.78	26.5	0.0547	0.2090	5.3110	11.8028	19.1729	11.1400	17.5508	19.0950	23.9489	41.6828	31.6407	44.1742	47.2109	52.4422	40.0160	57.4449
295692	90907.419	62.78	26.5	0.0000	0.2050	19.7109	35.6216	50.3585	22.9051	43.2625	47.8646	55.4047	61.0769	44.8018	63.7159	60.7607	67.4369	48.1178	68.3837
295693	90907.724	62.78	26.5	0.0000	0.2030	41.2790	60.5615	75.1638	29.7970	65.8970	67.0156	73.7472	63.5216	49.0530	67.6646	67.8697	68.4882	49.4775	69.4831
295694	90908.029	62.78	26.5	0.0000	0.2014	58.5022	70.2486	77.8317	30.9473	70.6198	78.4368	80.5302	60.6597	50.2422	71.4844	64.8558	69.0754	50.3730	70.6179
295695	90908.334	62.78	26.5	0.0000	0.2010	67.0368	75.0345	80.0247	31.4812	70.1076	79.9474	79.8631	62.5385	50.2422	70.3356	63.4039	68.0064	50.3730	69.4831
295696	90908.638	62.78	26.5	0.0000	0.2006	67.5047	74.3444	77.2091	31.0671	67.3691	74.2258	76.3203	63.9786	49.9123	66.0832	63.9090	66.4169	49.4775	70.0976
295697	90908.943	62.78	26.5	0.0000	0.2000	62.6869	71.3877	69.2228	30.1786	63.9733	67.5130	71.3400	61.5850	51.7813	65.6318	63.9090	64.0377	49.4775	69.4831
295698	90909.248	62.78	26.5	0.0000	0.2002	57.3178	67.0368	66.6330	28.9769	60.4399	61.9856	63.0846	58.4235	54.8903	71.4844	64.3359	60.8831	48.9146	68.9791
295699	90909.553	62.78	26.5	0.0000	0.2000	54.4606	62.6869	62.7987	27.9625	56.1324	57.6490	58.8183	59.7614	53.4783	72.1267	62.9890	59.6018	48.1178	67.8952

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample